{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from librosa.feature import mfcc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "from scipy.io import wavfile"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "from matplotlib import pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "sr,x = wavfile.read(\"../feature/A11_0.wav\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "32768"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "res = mfcc(x/np.max(np.abs(x)),sr=sr,n_mfcc=200)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x25959b71e48>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(res)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
